Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 8124 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 4528 |
| Duplicate rows (%) | 55.7% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 160.0 B |
Variable types
| NUM | 9 |
|---|---|
| BOOL | 6 |
| CAT | 5 |
Reproduction
| Analysis started | 2020-08-25 01:41:17.359208 |
|---|---|
| Analysis finished | 2020-08-25 01:41:32.272665 |
| Duration | 14.91 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
veil-type has constant value "0" | Constant |
| Dataset has 4528 (55.7%) duplicate rows | Duplicates |
cap-shape has 452 (5.6%) zeros | Zeros |
stalk-color-above-ring has 448 (5.5%) zeros | Zeros |
gill-color has 408 (5.0%) zeros | Zeros |
population has 384 (4.7%) zeros | Zeros |
odor has 400 (4.9%) zeros | Zeros |
ring-type has 2776 (34.2%) zeros | Zeros |
cap-color has 2284 (28.1%) zeros | Zeros |
habitat has 2148 (26.4%) zeros | Zeros |
stalk-root has 2480 (30.5%) zeros | Zeros |
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4918759231905465 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 452 |
| Zeros (%) | 5.6% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9012871786 |
|---|---|
| Coefficient of variation (CV) | 0.3616902311 |
| Kurtosis | 1.371745853 |
| Mean | 2.491875923 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6195585645 |
| Sum | 20244 |
| Variance | 0.8123185782 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 3656 | 45.0% | |
| 3 | 3152 | 38.8% | |
| 4 | 828 | 10.2% | |
| 0 | 452 | 5.6% | |
| 5 | 32 | 0.4% | |
| 1 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 452 | 5.6% | |
| 1 | 4 | < 0.1% | |
| 2 | 3656 | 45.0% | |
| 3 | 3152 | 38.8% | |
| 4 | 828 | 10.2% | |
| 5 | 32 | 0.4% |
| Value | Count | Frequency (%) | |
| 5 | 32 | 0.4% | |
| 4 | 828 | 10.2% | |
| 3 | 3152 | 38.8% | |
| 2 | 3656 | 45.0% | |
| 1 | 4 | < 0.1% | |
| 0 | 452 | 5.6% |
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4465780403742 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 448 |
| Zeros (%) | 5.5% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.143900327 |
|---|---|
| Coefficient of variation (CV) | 0.3936233561 |
| Kurtosis | 0.5917901093 |
| Mean | 5.44657804 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.301345538 |
| Sum | 44248 |
| Variance | 4.596308614 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 7 | 4464 | 54.9% | |
| 5 | 1872 | 23.0% | |
| 3 | 576 | 7.1% | |
| 0 | 448 | 5.5% | |
| 1 | 432 | 5.3% | |
| 4 | 192 | 2.4% | |
| 6 | 96 | 1.2% | |
| 2 | 36 | 0.4% | |
| 8 | 8 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 448 | 5.5% | |
| 1 | 432 | 5.3% | |
| 2 | 36 | 0.4% | |
| 3 | 576 | 7.1% | |
| 4 | 192 | 2.4% | |
| 5 | 1872 | 23.0% | |
| 6 | 96 | 1.2% | |
| 7 | 4464 | 54.9% | |
| 8 | 8 | 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 8 | 0.1% | |
| 7 | 4464 | 54.9% | |
| 6 | 96 | 1.2% | |
| 5 | 1872 | 23.0% | |
| 4 | 192 | 2.4% | |
| 3 | 576 | 7.1% | |
| 2 | 36 | 0.4% | |
| 1 | 432 | 5.3% | |
| 0 | 448 | 5.5% |
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.729443623830625 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros | 408 |
| Zeros (%) | 5.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.342401907 |
|---|---|
| Coefficient of variation (CV) | 0.7067220107 |
| Kurtosis | -1.32490759 |
| Mean | 4.729443624 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.3387940788 |
| Sum | 38422 |
| Variance | 11.17165051 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 1728 | 21.3% | |
| 7 | 1492 | 18.4% | |
| 10 | 1202 | 14.8% | |
| 1 | 1048 | 12.9% | |
| 4 | 752 | 9.3% | |
| 3 | 732 | 9.0% | |
| 8 | 492 | 6.1% | |
| 0 | 408 | 5.0% | |
| 9 | 96 | 1.2% | |
| 11 | 86 | 1.1% | |
| 6 | 64 | 0.8% | |
| 5 | 24 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 408 | 5.0% | |
| 1 | 1048 | 12.9% | |
| 2 | 1728 | 21.3% | |
| 3 | 732 | 9.0% | |
| 4 | 752 | 9.3% | |
| 5 | 24 | 0.3% | |
| 6 | 64 | 0.8% | |
| 7 | 1492 | 18.4% | |
| 8 | 492 | 6.1% | |
| 9 | 96 | 1.2% |
| Value | Count | Frequency (%) | |
| 11 | 86 | 1.1% | |
| 10 | 1202 | 14.8% | |
| 9 | 96 | 1.2% | |
| 8 | 492 | 6.1% | |
| 7 | 1492 | 18.4% | |
| 6 | 64 | 0.8% | |
| 5 | 24 | 0.3% | |
| 4 | 752 | 9.3% | |
| 3 | 732 | 9.0% | |
| 2 | 1728 | 21.3% |
cap-surface
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 2 | |
|---|---|
| 3 | |
| 0 | |
| 1 | 4 |
| Value | Count | Frequency (%) | |
| 2 | 3244 | 39.9% | |
| 3 | 2556 | 31.5% | |
| 0 | 2320 | 28.6% | |
| 1 | 4 | < 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 3244 | 39.9% | |
| 3 | 2556 | 31.5% | |
| 0 | 2320 | 28.6% | |
| 1 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 8124 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 3244 | 39.9% | |
| 3 | 2556 | 31.5% | |
| 0 | 2320 | 28.6% | |
| 1 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 8124 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 3244 | 39.9% | |
| 3 | 2556 | 31.5% | |
| 0 | 2320 | 28.6% | |
| 1 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 8124 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 3244 | 39.9% | |
| 3 | 2556 | 31.5% | |
| 0 | 2320 | 28.6% | |
| 1 | 4 | < 0.1% |
| Distinct count | 1 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 8124 | 100.0% |
gill-attachment
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 1 | |
|---|---|
| 0 | 210 |
| Value | Count | Frequency (%) | |
| 1 | 7914 | 97.4% | |
| 0 | 210 | 2.6% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6440177252584935 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 384 |
| Zeros (%) | 4.7% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.25208182 |
|---|---|
| Coefficient of variation (CV) | 0.3435992671 |
| Kurtosis | 1.676557918 |
| Mean | 3.644017725 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.413095676 |
| Sum | 29604 |
| Variance | 1.567708884 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 4040 | 49.7% | |
| 5 | 1712 | 21.1% | |
| 3 | 1248 | 15.4% | |
| 2 | 400 | 4.9% | |
| 0 | 384 | 4.7% | |
| 1 | 340 | 4.2% |
| Value | Count | Frequency (%) | |
| 0 | 384 | 4.7% | |
| 1 | 340 | 4.2% | |
| 2 | 400 | 4.9% | |
| 3 | 1248 | 15.4% | |
| 4 | 4040 | 49.7% | |
| 5 | 1712 | 21.1% |
| Value | Count | Frequency (%) | |
| 5 | 1712 | 21.1% | |
| 4 | 4040 | 49.7% | |
| 3 | 1248 | 15.4% | |
| 2 | 400 | 4.9% | |
| 1 | 340 | 4.2% | |
| 0 | 384 | 4.7% |
stalk-surface-above-ring
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 0 | 552 |
| 1 | 24 |
| Value | Count | Frequency (%) | |
| 3 | 5176 | 63.7% | |
| 2 | 2372 | 29.2% | |
| 0 | 552 | 6.8% | |
| 1 | 24 | 0.3% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 5176 | 63.7% | |
| 2 | 2372 | 29.2% | |
| 0 | 552 | 6.8% | |
| 1 | 24 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 8124 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 5176 | 63.7% | |
| 2 | 2372 | 29.2% | |
| 0 | 552 | 6.8% | |
| 1 | 24 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 8124 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 5176 | 63.7% | |
| 2 | 2372 | 29.2% | |
| 0 | 552 | 6.8% | |
| 1 | 24 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 8124 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 5176 | 63.7% | |
| 2 | 2372 | 29.2% | |
| 0 | 552 | 6.8% | |
| 1 | 24 | 0.3% |
bruises?
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 4748 | 58.4% | |
| 0 | 3376 | 41.6% |
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.788281634662728 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 400 |
| Zeros (%) | 4.9% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.983678459 |
|---|---|
| Coefficient of variation (CV) | 0.4142777328 |
| Kurtosis | 0.07008745619 |
| Mean | 4.788281635 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.726370513 |
| Sum | 38900 |
| Variance | 3.93498023 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 6 | 3528 | 43.4% | |
| 4 | 2160 | 26.6% | |
| 3 | 576 | 7.1% | |
| 8 | 576 | 7.1% | |
| 1 | 400 | 4.9% | |
| 0 | 400 | 4.9% | |
| 7 | 256 | 3.2% | |
| 2 | 192 | 2.4% | |
| 5 | 36 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 400 | 4.9% | |
| 1 | 400 | 4.9% | |
| 2 | 192 | 2.4% | |
| 3 | 576 | 7.1% | |
| 4 | 2160 | 26.6% | |
| 5 | 36 | 0.4% | |
| 6 | 3528 | 43.4% | |
| 7 | 256 | 3.2% | |
| 8 | 576 | 7.1% |
| Value | Count | Frequency (%) | |
| 8 | 576 | 7.1% | |
| 7 | 256 | 3.2% | |
| 6 | 3528 | 43.4% | |
| 5 | 36 | 0.4% | |
| 4 | 2160 | 26.6% | |
| 3 | 576 | 7.1% | |
| 2 | 192 | 2.4% | |
| 1 | 400 | 4.9% | |
| 0 | 400 | 4.9% |
ring-number
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 1 | |
|---|---|
| 2 | 600 |
| 0 | 36 |
| Value | Count | Frequency (%) | |
| 1 | 7488 | 92.2% | |
| 2 | 600 | 7.4% | |
| 0 | 36 | 0.4% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 7488 | 92.2% | |
| 2 | 600 | 7.4% | |
| 0 | 36 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 8124 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 7488 | 92.2% | |
| 2 | 600 | 7.4% | |
| 0 | 36 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 8124 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 7488 | 92.2% | |
| 2 | 600 | 7.4% | |
| 0 | 36 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 8124 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 7488 | 92.2% | |
| 2 | 600 | 7.4% | |
| 0 | 36 | 0.4% |
stalk-surface-below-ring
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 0 | 600 |
| 1 | 284 |
| Value | Count | Frequency (%) | |
| 3 | 4936 | 60.8% | |
| 2 | 2304 | 28.4% | |
| 0 | 600 | 7.4% | |
| 1 | 284 | 3.5% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 4936 | 60.8% | |
| 2 | 2304 | 28.4% | |
| 0 | 600 | 7.4% | |
| 1 | 284 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 8124 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 4936 | 60.8% | |
| 2 | 2304 | 28.4% | |
| 0 | 600 | 7.4% | |
| 1 | 284 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 8124 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 4936 | 60.8% | |
| 2 | 2304 | 28.4% | |
| 0 | 600 | 7.4% | |
| 1 | 284 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 8124 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 4936 | 60.8% | |
| 2 | 2304 | 28.4% | |
| 0 | 600 | 7.4% | |
| 1 | 284 | 3.5% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.291974396848843 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 2776 |
| Zeros (%) | 34.2% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.801672002 |
|---|---|
| Coefficient of variation (CV) | 0.7860785899 |
| Kurtosis | -1.708767354 |
| Mean | 2.291974397 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.2900182044 |
| Sum | 18620 |
| Variance | 3.246022003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 3968 | 48.8% | |
| 0 | 2776 | 34.2% | |
| 2 | 1296 | 16.0% | |
| 1 | 48 | 0.6% | |
| 3 | 36 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 2776 | 34.2% | |
| 1 | 48 | 0.6% | |
| 2 | 1296 | 16.0% | |
| 3 | 36 | 0.4% | |
| 4 | 3968 | 48.8% |
| Value | Count | Frequency (%) | |
| 4 | 3968 | 48.8% | |
| 3 | 36 | 0.4% | |
| 2 | 1296 | 16.0% | |
| 1 | 48 | 0.6% | |
| 0 | 2776 | 34.2% |
veil-color
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 2 | |
|---|---|
| 1 | 96 |
| 0 | 96 |
| 3 | 8 |
| Value | Count | Frequency (%) | |
| 2 | 7924 | 97.5% | |
| 1 | 96 | 1.2% | |
| 0 | 96 | 1.2% | |
| 3 | 8 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 7924 | 97.5% | |
| 0 | 96 | 1.2% | |
| 1 | 96 | 1.2% | |
| 3 | 8 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 8124 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 7924 | 97.5% | |
| 0 | 96 | 1.2% | |
| 1 | 96 | 1.2% | |
| 3 | 8 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 8124 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 7924 | 97.5% | |
| 0 | 96 | 1.2% | |
| 1 | 96 | 1.2% | |
| 3 | 8 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 8124 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 7924 | 97.5% | |
| 0 | 96 | 1.2% | |
| 1 | 96 | 1.2% | |
| 3 | 8 | 0.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.323485967503693 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 2284 |
| Zeros (%) | 28.1% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 3.444390875 |
|---|---|
| Coefficient of variation (CV) | 0.7966698401 |
| Kurtosis | -1.595954042 |
| Mean | 4.323485968 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.01618156112 |
| Sum | 35124 |
| Variance | 11.8638285 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 2284 | 28.1% | |
| 3 | 1840 | 22.6% | |
| 7 | 1500 | 18.5% | |
| 9 | 1072 | 13.2% | |
| 8 | 1040 | 12.8% | |
| 1 | 168 | 2.1% | |
| 5 | 144 | 1.8% | |
| 2 | 44 | 0.5% | |
| 6 | 16 | 0.2% | |
| 4 | 16 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 2284 | 28.1% | |
| 1 | 168 | 2.1% | |
| 2 | 44 | 0.5% | |
| 3 | 1840 | 22.6% | |
| 4 | 16 | 0.2% | |
| 5 | 144 | 1.8% | |
| 6 | 16 | 0.2% | |
| 7 | 1500 | 18.5% | |
| 8 | 1040 | 12.8% | |
| 9 | 1072 | 13.2% |
| Value | Count | Frequency (%) | |
| 9 | 1072 | 13.2% | |
| 8 | 1040 | 12.8% | |
| 7 | 1500 | 18.5% | |
| 6 | 16 | 0.2% | |
| 5 | 144 | 1.8% | |
| 4 | 16 | 0.2% | |
| 3 | 1840 | 22.6% | |
| 2 | 44 | 0.5% | |
| 1 | 168 | 2.1% | |
| 0 | 2284 | 28.1% |
stalk-shape
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 4608 | 56.7% | |
| 0 | 3516 | 43.3% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2210733628754307 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 2148 |
| Zeros (%) | 26.4% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 2.530691874 |
|---|---|
| Coefficient of variation (CV) | 0.785667257 |
| Kurtosis | -1.673747886 |
| Mean | 3.221073363 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.09599061819 |
| Sum | 26168 |
| Variance | 6.404401359 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 6 | 3148 | 38.7% | |
| 0 | 2148 | 26.4% | |
| 3 | 1144 | 14.1% | |
| 1 | 832 | 10.2% | |
| 4 | 368 | 4.5% | |
| 2 | 292 | 3.6% | |
| 5 | 192 | 2.4% |
| Value | Count | Frequency (%) | |
| 0 | 2148 | 26.4% | |
| 1 | 832 | 10.2% | |
| 2 | 292 | 3.6% | |
| 3 | 1144 | 14.1% | |
| 4 | 368 | 4.5% | |
| 5 | 192 | 2.4% | |
| 6 | 3148 | 38.7% |
| Value | Count | Frequency (%) | |
| 6 | 3148 | 38.7% | |
| 5 | 192 | 2.4% | |
| 4 | 368 | 4.5% | |
| 3 | 1144 | 14.1% | |
| 2 | 292 | 3.6% | |
| 1 | 832 | 10.2% | |
| 0 | 2148 | 26.4% |
gill-size
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 5612 | 69.1% | |
| 1 | 2512 | 30.9% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1097981290004924 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 2480 |
| Zeros (%) | 30.5% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.061106068 |
|---|---|
| Coefficient of variation (CV) | 0.9561252991 |
| Kurtosis | 0.08976099331 |
| Mean | 1.109798129 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9478523612 |
| Sum | 9016 |
| Variance | 1.125946088 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 3776 | 46.5% | |
| 0 | 2480 | 30.5% | |
| 3 | 1120 | 13.8% | |
| 2 | 556 | 6.8% | |
| 4 | 192 | 2.4% |
| Value | Count | Frequency (%) | |
| 0 | 2480 | 30.5% | |
| 1 | 3776 | 46.5% | |
| 2 | 556 | 6.8% | |
| 3 | 1120 | 13.8% | |
| 4 | 192 | 2.4% |
| Value | Count | Frequency (%) | |
| 4 | 192 | 2.4% | |
| 3 | 1120 | 13.8% | |
| 2 | 556 | 6.8% | |
| 1 | 3776 | 46.5% | |
| 0 | 2480 | 30.5% |
target
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4208 | 51.8% | |
| 1 | 3916 | 48.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| cap-shape | stalk-color-above-ring | gill-color | cap-surface | veil-type | gill-attachment | population | stalk-surface-above-ring | bruises? | odor | ring-number | stalk-surface-below-ring | ring-type | veil-color | cap-color | stalk-shape | habitat | gill-size | stalk-root | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 3 | 8 | 0 | 0 | 1 | 4 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 7 | 1 | 6 | 0 | 1 | 0 |
| 1 | 0 | 7 | 4 | 3 | 0 | 1 | 2 | 3 | 0 | 0 | 1 | 3 | 4 | 2 | 9 | 0 | 0 | 0 | 2 | 0 |
| 2 | 2 | 7 | 0 | 3 | 0 | 1 | 3 | 0 | 1 | 6 | 1 | 3 | 0 | 2 | 8 | 1 | 0 | 0 | 3 | 0 |
| 3 | 2 | 0 | 4 | 2 | 0 | 1 | 4 | 2 | 1 | 4 | 1 | 2 | 2 | 2 | 3 | 0 | 3 | 0 | 1 | 1 |
| 4 | 3 | 7 | 8 | 0 | 0 | 1 | 5 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 0 | 1 | 6 | 0 | 1 | 0 |
| 5 | 2 | 7 | 0 | 2 | 0 | 1 | 4 | 3 | 0 | 7 | 1 | 3 | 4 | 2 | 8 | 0 | 4 | 1 | 3 | 1 |
| 6 | 4 | 7 | 2 | 3 | 0 | 1 | 4 | 3 | 1 | 8 | 1 | 3 | 0 | 2 | 0 | 1 | 1 | 1 | 0 | 1 |
| 7 | 3 | 6 | 10 | 2 | 0 | 1 | 1 | 3 | 0 | 6 | 2 | 3 | 0 | 2 | 5 | 0 | 5 | 0 | 0 | 0 |
| 8 | 2 | 0 | 4 | 0 | 0 | 1 | 5 | 2 | 1 | 4 | 1 | 2 | 2 | 2 | 9 | 0 | 3 | 0 | 1 | 1 |
| 9 | 3 | 5 | 4 | 0 | 0 | 1 | 4 | 2 | 1 | 4 | 1 | 2 | 2 | 2 | 3 | 0 | 0 | 0 | 1 | 1 |
Last rows
| cap-shape | stalk-color-above-ring | gill-color | cap-surface | veil-type | gill-attachment | population | stalk-surface-above-ring | bruises? | odor | ring-number | stalk-surface-below-ring | ring-type | veil-color | cap-color | stalk-shape | habitat | gill-size | stalk-root | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8114 | 2 | 7 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 6 | 1 | 0 | 0 | 2 | 3 | 1 | 0 | 0 | 3 | 0 |
| 8115 | 3 | 5 | 7 | 2 | 0 | 1 | 4 | 2 | 1 | 4 | 1 | 2 | 2 | 2 | 9 | 0 | 0 | 0 | 1 | 1 |
| 8116 | 2 | 7 | 1 | 2 | 0 | 1 | 5 | 3 | 0 | 1 | 1 | 1 | 4 | 2 | 0 | 0 | 3 | 0 | 4 | 0 |
| 8117 | 2 | 7 | 10 | 3 | 0 | 1 | 4 | 3 | 0 | 7 | 1 | 3 | 4 | 2 | 0 | 0 | 0 | 1 | 3 | 1 |
| 8118 | 4 | 7 | 2 | 3 | 0 | 1 | 4 | 2 | 1 | 8 | 1 | 3 | 0 | 2 | 0 | 1 | 6 | 1 | 0 | 1 |
| 8119 | 3 | 5 | 2 | 2 | 0 | 1 | 4 | 2 | 1 | 8 | 1 | 2 | 0 | 2 | 0 | 1 | 1 | 1 | 0 | 1 |
| 8120 | 3 | 7 | 0 | 2 | 0 | 1 | 3 | 3 | 0 | 7 | 1 | 3 | 4 | 2 | 8 | 0 | 4 | 1 | 3 | 1 |
| 8121 | 2 | 7 | 4 | 0 | 0 | 1 | 2 | 2 | 1 | 6 | 2 | 3 | 4 | 2 | 8 | 0 | 0 | 0 | 0 | 0 |
| 8122 | 2 | 7 | 4 | 3 | 0 | 1 | 3 | 3 | 1 | 6 | 2 | 2 | 4 | 2 | 8 | 0 | 0 | 0 | 0 | 0 |
| 8123 | 3 | 7 | 2 | 2 | 0 | 1 | 4 | 2 | 1 | 3 | 1 | 3 | 0 | 2 | 0 | 1 | 6 | 1 | 0 | 1 |
Most frequent
| cap-shape | stalk-color-above-ring | gill-color | cap-surface | veil-type | gill-attachment | population | stalk-surface-above-ring | bruises? | odor | ring-number | stalk-surface-below-ring | ring-type | veil-color | cap-color | stalk-shape | habitat | gill-size | stalk-root | target | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 288 | 2 | 3 | 1 | 0 | 0 | 1 | 4 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 0 | 1 | 6 | 0 | 1 | 0 | 6 |
| 289 | 2 | 3 | 1 | 0 | 0 | 1 | 4 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 3 | 1 | 6 | 0 | 1 | 0 | 6 |
| 290 | 2 | 3 | 1 | 0 | 0 | 1 | 4 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 7 | 1 | 6 | 0 | 1 | 0 | 6 |
| 291 | 2 | 3 | 1 | 0 | 0 | 1 | 5 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 0 | 1 | 6 | 0 | 1 | 0 | 6 |
| 292 | 2 | 3 | 1 | 0 | 0 | 1 | 5 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 3 | 1 | 6 | 0 | 1 | 0 | 6 |
| 293 | 2 | 3 | 1 | 0 | 0 | 1 | 5 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 7 | 1 | 6 | 0 | 1 | 0 | 6 |
| 294 | 2 | 3 | 1 | 2 | 0 | 1 | 4 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 0 | 1 | 6 | 0 | 1 | 0 | 6 |
| 295 | 2 | 3 | 1 | 2 | 0 | 1 | 4 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 3 | 1 | 6 | 0 | 1 | 0 | 6 |
| 296 | 2 | 3 | 1 | 2 | 0 | 1 | 4 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 7 | 1 | 6 | 0 | 1 | 0 | 6 |
| 297 | 2 | 3 | 1 | 2 | 0 | 1 | 5 | 3 | 0 | 6 | 1 | 3 | 4 | 2 | 0 | 1 | 6 | 0 | 1 | 0 | 6 |